{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 707
        },
        "id": "OVbUoaYDhr66",
        "outputId": "812435ac-b7b6-4386-b091-11cf028b66da"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import pandas as pd\n",
        "import networkx as nx\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# === Cargar el archivo de mapa ===\n",
        "map_df = pd.read_csv('map.txt', sep='\\t')\n",
        "map_df['id'] = map_df['id'].astype(int)  # Asegurarse de que los IDs sean enteros\n",
        "map_df = map_df.rename(columns=lambda x: x.strip())\n",
        "\n",
        "# === Cargar el archivo de red ===\n",
        "network_df = pd.read_csv('network.txt', sep='\\t', header=None)\n",
        "network_df.columns = ['source', 'target', 'weight']  # Asignar nombres manualmente\n",
        "\n",
        "# === Crear grafo de co-ocurrencias ===\n",
        "G = nx.Graph()\n",
        "\n",
        "# Añadir nodos desde el archivo de mapa\n",
        "for _, row in map_df.iterrows():\n",
        "    G.add_node(row['id'], label=row['label'], cluster=row['cluster'])\n",
        "\n",
        "# Añadir aristas desde el archivo de red\n",
        "for _, row in network_df.iterrows():\n",
        "    G.add_edge(row['source'], row['target'], weight=row['weight'])\n",
        "\n",
        "# === Agrupar nodos por clúster ===\n",
        "clusters = map_df.groupby('cluster')['id'].apply(list).to_dict()\n",
        "\n",
        "# === Calcular centralidad y densidad para cada clúster ===\n",
        "centralidad = {}\n",
        "densidad = {}\n",
        "\n",
        "for cluster_id, nodes in clusters.items():\n",
        "    internal_links = 0\n",
        "    external_weight = 0\n",
        "    max_possible_internal = len(nodes) * (len(nodes) - 1) / 2\n",
        "\n",
        "    for i in nodes:\n",
        "        for j in G.neighbors(i):\n",
        "            weight = G[i][j]['weight']\n",
        "            if j in nodes:\n",
        "                internal_links += 1\n",
        "            else:\n",
        "                external_weight += weight\n",
        "\n",
        "    internal_links /= 2  # evitar doble conteo\n",
        "    centralidad[cluster_id] = external_weight\n",
        "    densidad[cluster_id] = internal_links / max_possible_internal if max_possible_internal > 0 else 0\n",
        "\n",
        "# === Crear DataFrame con métricas ===\n",
        "metrics_df = pd.DataFrame({\n",
        "    'cluster': list(clusters.keys()),\n",
        "    'centralidad': [centralidad[k] for k in clusters],\n",
        "    'densidad': [densidad[k] for k in clusters]\n",
        "})\n",
        "\n",
        "# === Calcular promedios ===\n",
        "mean_centralidad = metrics_df['centralidad'].mean()\n",
        "mean_densidad = metrics_df['densidad'].mean()\n",
        "\n",
        "# === Graficar diagrama estratégico ===\n",
        "fig, ax = plt.subplots(figsize=(10, 7))\n",
        "\n",
        "for _, row in metrics_df.iterrows():\n",
        "    ax.scatter(row['centralidad'], row['densidad'], label=f\"Clúster {row['cluster']}\")\n",
        "    ax.text(row['centralidad'], row['densidad'], f\"{int(row['cluster'])}\", fontsize=9)\n",
        "\n",
        "# Líneas divisorias\n",
        "ax.axvline(mean_centralidad, color='gray', linestyle='--')\n",
        "ax.axhline(mean_densidad, color='gray', linestyle='--')\n",
        "\n",
        "ax.set_xlabel(\"Centralidad\")\n",
        "ax.set_ylabel(\"Densidad\")\n",
        "ax.set_title(\"Diagrama Estratégico de Clústeres (Callon et al., 1991)\")\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import networkx as nx\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# === Cargar archivos ===\n",
        "map_df = pd.read_csv(\"map file vosviewer.txt\", sep=\"\\t\")\n",
        "network_df = pd.read_csv(\"network vosviewer.txt\", sep=\"\\t\", header=None, names=[\"source\", \"target\", \"weight\"])\n",
        "\n",
        "# Crear grafo\n",
        "G = nx.Graph()\n",
        "for _, row in map_df.iterrows():\n",
        "    G.add_node(row['id'], label=row['label'], cluster=row['cluster'])\n",
        "\n",
        "for _, row in network_df.iterrows():\n",
        "    G.add_edge(row['source'], row['target'], weight=row['weight'])\n",
        "\n",
        "# Agrupar por clúster\n",
        "clusters = map_df.groupby('cluster')['id'].apply(list).to_dict()\n",
        "\n",
        "# Calcular métricas\n",
        "centralidad, densidad = {}, {}\n",
        "for cluster_id, nodes in clusters.items():\n",
        "    internal_links = 0\n",
        "    external_weight = 0\n",
        "    max_possible_internal = len(nodes) * (len(nodes) - 1) / 2\n",
        "\n",
        "    for i in nodes:\n",
        "        for j in G.neighbors(i):\n",
        "            weight = G[i][j]['weight']\n",
        "            if j in nodes:\n",
        "                internal_links += 1\n",
        "            else:\n",
        "                external_weight += weight\n",
        "\n",
        "    internal_links = internal_links / 2\n",
        "    centralidad[cluster_id] = external_weight\n",
        "    densidad[cluster_id] = internal_links / max_possible_internal if max_possible_internal > 0 else 0\n",
        "\n",
        "# Crear DataFrame de clústeres\n",
        "cluster_df = pd.DataFrame({\n",
        "    'cluster': list(clusters.keys()),\n",
        "    'centralidad': [centralidad[k] for k in clusters],\n",
        "    'densidad': [densidad[k] for k in clusters]\n",
        "})\n",
        "\n",
        "# Promedios\n",
        "mean_central = cluster_df['centralidad'].mean()\n",
        "mean_density = cluster_df['densidad'].mean()\n",
        "\n",
        "# === Graficar estilo profesional ===\n",
        "plt.figure(figsize=(12, 8))\n",
        "palette = sns.color_palette(\"hsv\", len(cluster_df))\n",
        "\n",
        "# Puntos\n",
        "for i, row in cluster_df.iterrows():\n",
        "    plt.scatter(row['centralidad'], row['densidad'], s=200, edgecolor='black',\n",
        "                facecolor=palette[i], label=f\"Clúster {int(row['cluster'])}\")\n",
        "    plt.text(row['centralidad'], row['densidad'], f\"{int(row['cluster'])}\", fontsize=12,\n",
        "             weight='bold', ha='center', va='center', color='black', bbox=dict(facecolor='white', alpha=0.6, boxstyle='round,pad=0.3'))\n",
        "\n",
        "# Líneas divisorias\n",
        "plt.axhline(mean_density, color='black')\n",
        "plt.axvline(mean_central, color='black')\n",
        "\n",
        "# Etiquetas de cuadrantes\n",
        "plt.text(mean_central * 1.05, mean_density * 1.05, 'I\\nMainstream', fontsize=10)\n",
        "plt.text(mean_central * 0.05, mean_density * 1.05, 'II\\nIvory Tower', fontsize=10)\n",
        "plt.text(mean_central * 0.05, mean_density * 0.5, 'III\\nPeripheral', fontsize=10)\n",
        "plt.text(mean_central * 1.05, mean_density * 0.5, 'IV\\nBandwagon', fontsize=10)\n",
        "\n",
        "plt.xlabel(\"Cluster Centrality\")\n",
        "plt.ylabel(\"Cluster Density\")\n",
        "plt.title(\"Strategic Diagram of Keyword Clusters\")\n",
        "plt.grid(True)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "iLoM_HixIhRD",
        "outputId": "aebd8542-2dfd-4f5c-a263-2e86f64cd855",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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ZWUATZ7VaNW3aND3zzDN66KGH1LNnT0VHR8vd3b3GfRhjVFhYqN27d+vbb79Vly5ddO2119Zh1QAANF5ff/21wsPDFR4eXqP2NZnt3KdPH23ZskU5OTnMkME5HT9+XJmZmbqy86kZVufDzUXqF2XT8r2Z3JEagFMhyAKagbZt2+q+++7TunXrtH37dqWmpta6D6vVqpiYGI0ePVoDBw6s1TogAAA0JXl5eQoNDT3jfvv6kzlZOn4sT5WVNrm4WBXQMlChwaHVrj95ur/jx48TZOGcMjIyFODjoahA22/qJ6ql5O1h1Q8//HCBKgOAukeQBTQTISEhGjVqlEaNGiWbzaby8vJaHe/u7s6lhAAA6NTde11dq36Mzs/PV0pqijJ/ypSrt1VuETZ5x0oWN8mU21Ry5KjSDuZp9+7dCgsPU/zgePsdgU//gejXdxoGqpOXd0wXRYTot95A2mqVIvxt+jY978IUBgD1gCALaIasVqs8PDwaugwAAJqM9PR0paSm6Kcjh5W8cakOpmUoLzNfJ4tL5eXvqXYXt1HipIEafNOlKj0kHdmUrSXvLVFCfIJiYmIaunw4mcLCQrX2DrkgfbXyloqKiuTuzmdDAM6BIAsAAAD4DdLT07V69Wq1iDE65nJY6z7e4rC/8Gixdq5K085Vaco9dEy/u3+Y3NvYVLBWWrVqlYwxatWqVQNVD2djjJHNZuR2gX6Tc3eVKittMsZcmA4BoI5x10IAAADgPJ2+nLBFjJH/EMkv2EtX3nqZ7lo0QY+uuFN//e+tiuvf3t7+0xdWSZKsbpL/EKlFjFFKaooKCgoa6hTgZCwWi6xWi8orLkx/ZRWSi4uVJSQAOA1mZAEAAADnKSU1RVYvI79BksUi9bm6m/pc3c2hTVhssO7q+YQk6URhqX27xSL5DZKOZRut37C+XuuGc/P19dWR4ur3lZwo0+drv5EkfbX3sH37oZ+O6b3l2yRJl3SNVlT4qVmAR4slHx8flZXVbv1UAGgoBFkAAADAecjNzVXmT5kKvPLUDKtfs9lsyssq0LJX1tq3dRvS0aGN1U3y6WfTDx9mq7CwsK5LRhMRGNhSP+ZbZbPZqiz4nnOsQDfOeK3KMWu+/E5rvvxOkrTg8bEaf90A2WzSj/lWBQQEKicnpz5KB4DfjCALAAAAOA9paWly9bbKI8pWZd89/f6p7zYfsD+3WCzqM7yrpr5+c5W2HlGSi5dVP/30U53Wi6YjMjJSmZmZOpQntfsNy6sdOiYVl9rUpk0bgiwAToMgCwAAADgPWTlZcouwyVKDVWctVousrlYZW9UFtS1WyS3MpuP5xy98kWiSAgICZLFImw5mq02ATW4uP++Ljmgts2v+Ofsor5Q2HbIqPDxELi78WgjAebDYOwAAAHAejh/Lk1vr6vdNeXWMnlgzQ3ctmqBOA9rLVmnT5o++1uMjXq62vVtLqbjoDIseAdUYPDheJWUWrd0v1faGg8ZIa/dLJWUWDR4cXzcFAkAdIXoHAAAAaskYo8pKmyzVrI0lSdHd29gf97+hp/7UaqbKTpZr39ZD+vG7bEV0DHFob3E7taaWzVb1MkWgOv7+/opPSNCqVaskGQ3qIIeZWWdSXnkqxNqXa9HllyfI39+/zmsFgAuJIAsAAACoJYvFIhcXq0y5Y/BUeqJMHp7u1Rzw88Pi4yVVdptyyWq1yvrrlbuBs4iJiZExRqkpKcouNOoXZVNUS1VZAF6SbLZTa2JtOmRVSdmpECsmJqb+iwaA34ggCwAAADgPAS0DVXLkqMO2mX1mK65fO3W+LEZBkS2Vn1OoL15OUdmJckmSu6eb2nQOq9JX+THJ28e7XuqGc3NxcVFFRYX9eWxsrIKDg5WamqLlezPl7WFVhL9Nrbwld1eprEI6Wnzq7oTFpTZFhIfo6sHxDjOxKioq5OJSg+lcANAIEGQBAAAA5yE0OFRpB/NkbD8v+F5aXKoVb2zQijc2VHvMhKdHycu3hcM2Y5PKM60K8A+o44rRFPj7+ys7O7vKthEjrlVubq7S0tKUk52l/Rl5qqy0ycXFqpaBgYqOCVVcXJyCgoKq9JmTk8MlhgCcBkEWAAAAcB7i4uK0e/dulR6SWrQ7te26u4dqy/++0eE9mSrILZQxUstwf3Xq317DJg/WRYNiq/RTekiqLLEpPDy8ns8Azujiiy/W1q1bNXr06CqXogYFBTkEVcYYWSyWX3fhoLS0VDt37tSwYcPqpF4AuNAIsgAAAIDzEBQUpLDwMB3ZlC33NjZZ3aThU4do+NQhNe7DVi4VbbIqJDREvr6+dVgtmop+/fpp9erVev311zV+/Hi5uZ3hjgPSOUOskydP6tVXX5XNZlOfPn0udKkAUCcIsgAAAIDzFD84XkveW6KCtZL/EOkcuYEDY6SCtZKtxKKBVwxUakpq3RWKJiMyMlK33XabXn31Ve3atUtdu3ZVq1atarXGVWVlpXJycrRr1y5J0tSpUxUcHFxXJQPABUWQBQAAAJwnf39/JcQnaNWqVZKM/AZJ1jNPkLGzlZ8KsU7uO3X3OD8/vzqvFU1Hz5499fDDD2vr1q3atWuXDh06JJvNdu4D/4+Li4v8/Pw0YsQI9e7dW61bt67DagHgwiLIAgAAAGrJGGN/HBMTI2OMUlJTdCzbyKefTR5Rsi8A73Cc7dSaWEWbrLKVnAqxYmJidPTo0aqNgbMICQnR8OHDNXz48IYuBQDqFUEWAAAAUAvu7u4qKytz2BYbG6vg4GClpKYoc3mmXL2tcouwya2VZHGXTJlUflQq/9GqimKbwiJCFH91vP1Ocaf7c3d3r/fzAQDAmRBkAQAAALUQGhqqzZs3y2azOdw1zt/fX9eOuFa5ublKS0tTdk6W8vbnqbLSJhcXqwJbBiokOlRxcXEOd5aTpP3798tisbBOEQAA50CQBQAAANRCr169lJycrB07dqhXr15V9gcFBTkEVcaYs949rqKiQuvXr1fHjh25cyEAAOdQzZX7AAAAAM6kXbt26tq1q9544w2tXbtWJSUlZ21/phDLGKNDhw5p/vz5ysjI0FVXXVUX5QIA0KQwIwsAANTa0aNHtWHDBm3fvl1HjhxReXl5rY5v0aKFoqOj1bt3b/Xt25d1geBULBaLbr/9di1YsECLFy/Wf/7zH7Vs2VJubjW4XeH/McaouLhYhYWF8vHx0e23367OnTvXYdUAADQNBFkAAKBWfvjhBz377LOqqKhQjx49dNlll9UqiDLGqKSkRN9++60WL16sL7/8UlOnTiXMglNxc3PTbbfdpuPHj+vrr7/W0aNHVVFRUePjLRaLPD091aFDB8XFxTmstQUAAM6MIAsAANRYRUWFnn/+eQUGBuquu+6St7f3efc1bNgwpaen68UXX9S7776rm2+++QJWCtSPgIAAxcfHN3QZAAA0G/zpBwAA1NjevXtVUFCg8ePH/6YQ67TY2FgNHTpUW7durdVsFgAAADRPBFkAAKDGdu/erdatWysiIqJG7Y0x52zTs2dPnTx5Ut9///1vLQ8AAABNHJcWAgCAGissLFSrVq3OeBe23NxcpaWlKSsnS3nHjstWWSmri4sCWwYoNDhUcXFxCgoKcjimVatW9r4BAACAsyHIAgAANWaz2eTi4lJle35+vlJSU5T5U6as3m6yRXhKsS0lN6ts5TYdPVKqvIPfaffu3QoLD1P84Hj5+/tLkr0/m81Wr+cCAAAA50OQBQAAfpP09HSlpKbIeLlIV4bJFuUtWU/N2Pp/wx/Qrs8329s+nPySrLlHteS9JUqIT1BMTExDlQ0AAAAnRJAFAADOW3p6ulavXi0T4ysNCpLcfl5+c/PiFQ4hliSpjZds8W2ktblatWqVjDGKioqq56oBAADgrFjsHQAAnJfTlxOaGF9pSIhDiFV0JF9L7nxZFotFru5ujge6WaUhITIxvkpJTVF+fn49Vw4AAABnRZAFAADOi/1ywkFB0q/Wfv/vnS+p6Ei+Lrv1avmFtax6sEXSoCAZLxelrk2tl3oBAADg/AiyAABAreXm5irzp0zZ+rVymIklSbuXbtGWxSvlH95KNzx525k7cbPK1q+VsjKzuGMhAAAAaoQgCwAA1FpaWpqs3m5SlLfD9pNFJ7T49uckSX98ebo8/X3O3lGUt6zebsrOzq6jSgEAANCUEGQBAIBay8rJki3C0353wtM+/tvrOnYoW71ujFePkQPP3ZHVIlu4p/ILCuqoUgAAADQlBFkAAKDW8o4dl1p7OGzL2puhNf/vY3kF+uoPL06teWet3FVSUnxhCwQAAECT5NrQBQAAAOdijJGtsrLK2lj5WcdkbDaV5BXqr6E3Vnvsw50nqM3FHfT3Ha/+vNHNKmMzstlsdVk2AAAAmgBmZAEAgFqxWCyyurhI5RcoeCq3yWK1yGrlYwkAAADOjhlZAACg1gJbBujokVKHbcExEbrx2TuqtP3s0UUqyTt1V8Jh9/9RYRdFOzY4WiYvL+8qxwEAAAC/RpAFAABqLTQ4VHkHv5PNZuwLvge2CdIVd46q0nblc+/bg6x+Y69UaKfIn3fajKw/nZC/n1+91A0AAADnxhx+AABQa3FxcbIVl0uHfuMi7YeKZSsuV0hIyIUpDAAAAE0aM7IAAECtBQUFKSw8TNmbjsrWxqvKwu+/9I+D/6l+R7lN1k1HFRoWKl9f3zqqFAAAAE0JM7IAAMB5iR8cL0tJpbQ2VzK1PNhIWpsrS0mlBg8aXBflAQAAoAkiyAIAAOfF399fCfEJsuwrlFZn1/wuhuU2aXW2LPsKlRCfIH9//7otFAAAAE0GlxYCAIBaMebn6VcxMTEyxiglNUUm+6Rs/VpJUd72BeAd2Ix0qFjWTUdlKalUwuWXKyYmRqWlpVXbAgAAANUgyAIAADXm4eGho0ePOmyLjY1VcHCwUlJTlLk8U1ZvN9kiPKVWHpK7VSqzSUdLZf3xxKmF3SPCFX/1YPtMrBMnTtj7BgAAAM6GIAsAANRYVFSUNm3apOLiYnl7e9u3+/v769oR1yo3N1dpaWnKyslW3v5jslVWyuriosCWgQqNbqu4uDgFBQU59Ll3715JUmRkZL2eCwAAAJwPQRYAAKixXr166Z133tGKFSs0cuTIKvuDgoIcgipjjCyWai4z/D+lpaVavXq1OnTooICAgLooGQAAAE0IQRYAAKgxPz8/XXPNNfrf//6ngoICDRgwQJGRkXJzc6u2fXUhljFGJ06c0J49e7Ry5UplZmZq+vTpdV06AAAAmgCCLAAAUCvXXHONPDw8lJycrHXr1kmqPrA6m9MLxkdGRmratGnq0KHDBa8TAAAATQ9BFgAAqLWhQ4cqMTFR33//vXJzc1VeXl6r41u0aKHo6Ogq62UBAAAAZ0OQBQAAzovFYlGHDh2YTQUAAIB6Y23oAgAAAAAAAICaaJZB1ksvvaTo6Gi1aNFCffv21ZYtW87Y9oMPPlCfPn0UEBAgb29v9ejRQ4sWLarHagEAAAAAACA1wyDr3Xff1YwZMzRr1ixt375dF198sZKSkpSTk1Nt+5YtW+pvf/ubNm7cqJ07d2rChAmaMGGCli1bVs+VAwAAAAAANG/NLsh65plndOutt2rChAnq0qWL5s+fLy8vL73xxhvVtk9ISND111+vzp07q0OHDpo+fbq6d+9uv0sTAAAAAAAA6kezCrLKysq0bds2JSYm2rdZrVYlJiZq48aN5zzeGKOVK1cqLS1NgwcPrstSAQAAAAAA8CvN6q6FR44cUWVlpUJCQhy2h4SEaO/evWc8Lj8/XxERESotLZWLi4tefvllDR069IztS0tLVVpaan9eUFAgSSovL6/17ckbq9Pn0VTOB86LsYjGgrHYuPzy59CU/v+tCcYiGgvGIhoLxiIaC8bi2dX0+9Ksgqzz5evrqx07dqioqEgrV67UjBkz1L59eyUkJFTbfvbs2XrkkUeqbF++fLm8vLzquNr6lZyc3NAlAJIYi2g8GIuNw8mTJ+2Ply1bphYtWjRgNQ2DsYjGgrGIxoKxiMaCsVi9kpKSGrWzGGNMHdfSaJSVlcnLy0vvvfeerrvuOvv2cePG6fjx4/r4449r1M8tt9yiw4cPn3HB9+pmZLVt21ZHjhyRn5/fbzqHxqK8vFzJyckaOnSo3NzcGrocNGOMRTQWjMXGpbi4WIGBgZKkvLw8eXt7N3BF9YexiMaCsYjGgrGIxoKxeHYFBQVq3bq18vPzz5qdNKsZWe7u7urdu7dWrlxpD7JsNptWrlypqVOn1rgfm83mEFT9moeHhzw8PKpsd3Nza3KDtSmeE5wTYxGNBWOxcfjlz6C5/kya63mj8WEsorFgLKKxYCxWr6bfk2YVZEnSjBkzNG7cOPXp00eXXnqpnnvuORUXF2vChAmSpLFjxyoiIkKzZ8+WdOoywT59+qhDhw4qLS3V559/rkWLFmnevHkNeRoAAAAAAADNTrMLskaPHq3c3Fw99NBDysrKUo8ePbR06VL7AvAZGRmyWn++mWNxcbHuuOMO/fDDD/L09FSnTp301ltvafTo0Q11CgAAAAAAAM1SswuyJGnq1KlnvJRwzZo1Ds8ff/xxPf744/VQFQAAAAAAAM7Geu4mAAAAAAAAQMMjyAIAAAAAAIBTIMgCAAAAAACAU6jVGlnjx4/X8ePH9dFHHzk8/vU+ODLGSJIKCgoauJILp7y8XCUlJSooKOC2oWhQjEU0FozFxqW4uNj+uKCgQJWVlfVew+TJk5Wfn6/KykqVl5frgw8+qNJmw4YNuuqqq7R+/Xp17dr1grwuYxGNBWMRjQVjEY0FY/HsTmcmpzOUM2mWi73Xt8LCQklS27ZtG7gSAACan/Dw8IYuQZLk7+9/xn0DBw6sx0oAAAAar8LCwrN+biLIqgfh4eE6fPiwfH19ZbFYGrqcC6KgoEBt27bV4cOH5efn19DloBljLKKxYCzi107PyPr3v/+tzp0767bbbtM999xj319UVKS4uDg9+uijmjRp0gV7XcYiGgvGIhoLxiIaC8bi2RljVFhYeM4/QhJk1QOr1ao2bdo0dBl1ws/Pj3+AaBQYi2gsGIs4zc3NTa6urmrZsqXGjRunt99+W48++qj9j1rvv/++KisrNXHixDoZM4xFNBaMRTQWjEU0FozFMzvbTKzTWOwdAACgjk2cOFH79+9XSkqKfduCBQs0atSoGn1gAwAAwCkEWQAAAHWsU6dOGjBggN544w1J0r59+7R27doLekkhAABAc0CQhfPi4eGhWbNmycPDo6FLQTPHWERjwVjEuUyaNEnvv/++CgsLtWDBAnXo0EHx8fEX/HUYi2gsGItoLBiLaCwYixeGxZzrvoa/MH78eB0/flwfffSRw+Nf7wMAAGjufv3ZqKioSGFhYXr66af1+OOPa/LkyXrggQcatkgAAAAnw2LvAAAA9cDHx0ejR4/W/fffr4KCAo0fP76hSwIAAHA6XFoIAABQTyZNmqS8vDwlJSWd89bSAAAAqKpWlxYCAAAAAAAADYUZWXCQmpqqESNGKDw8XBaLpcqaZ8YYPfTQQwoLC5Onp6cSExOVnp7u0ObYsWMaM2aM/Pz8FBAQoEmTJqmoqKgezwLObvbs2brkkkvk6+ur4OBgXXfddUpLS3Noc/LkSU2ZMkWtWrWSj4+PRo0apezsbIc2GRkZGj58uLy8vBQcHKx77rlHFRUV9XkqcHLz5s1T9+7d5efnJz8/P/Xv319ffPGFfT/jEA1lzpw5slgsuvPOO+3bGI+oDw8//LAsFovDV6dOnez7GYeoTz/++KP+9Kc/qVWrVvL09FS3bt20detW+35+d0F9iI6OrvK+aLFYNGXKFEm8L9YFgiw4KC4u1sUXX6yXXnqp2v1PPvmkXnjhBc2fP1+bN2+Wt7e3kpKSdPLkSXubMWPGaPfu3UpOTtann36q1NRU3XbbbfV1CmgCUlJSNGXKFG3atEnJyckqLy/XlVdeqeLiYnubu+66S//73/+0ZMkSpaSk6KefftINN9xg319ZWanhw4errKxMGzZs0JtvvqmFCxfqoYceaohTgpNq06aN5syZo23btmnr1q26/PLLNXLkSO3evVsS4xAN48svv9Qrr7yi7t27O2xnPKK+XHTRRcrMzLR/rVu3zr6PcYj6kpeXp4EDB8rNzU1ffPGF9uzZo7lz5yowMNDeht9dUB++/PJLh/fE5ORkSdKNN94oiffFOmGAM5BkPvzwQ/tzm81mQkNDzVNPPWXfdvz4cePh4WHefvttY4wxe/bsMZLMl19+aW/zxRdfGIvFYn788cd6qx1NS05OjpFkUlJSjDGnxp2bm5tZsmSJvc23335rJJmNGzcaY4z5/PPPjdVqNVlZWfY28+bNM35+fqa0tLR+TwBNSmBgoPnXv/7FOESDKCwsNLGxsSY5OdnEx8eb6dOnG2N4X0T9mTVrlrn44our3cc4RH269957zWWXXXbG/fzugoYyffp006FDB2Oz2XhfrCPMyEKNHThwQFlZWUpMTLRv8/f3V9++fbVx40ZJ0saNGxUQEKA+ffrY2yQmJspqtWrz5s31XjOahvz8fElSy5YtJUnbtm1TeXm5w1js1KmTIiMjHcZit27dFBISYm+TlJSkgoIC+2waoDYqKyv1zjvvqLi4WP3792ccokFMmTJFw4cPdxh3Eu+LqF/p6ekKDw9X+/btNWbMGGVkZEhiHKJ+ffLJJ+rTp49uvPFGBQcHq2fPnnrttdfs+/ndBQ2hrKxMb731liZOnCiLxcL7Yh1p8CBr/Pjxuu6662p1THR0tJ577rk6qedc1qxZI4vFouPHjzfI6zekrKwsSXL4B3b6+el9WVlZCg4Odtjv6uqqli1b2tsAtWGz2XTnnXdq4MCB6tq1q6RT48zd3V0BAQEObX89Fqsbq6f3ATX1zTffyMfHRx4eHrr99tv14YcfqkuXLoxD1Lt33nlH27dv1+zZs6vs+/V4TEhI0J133sl4xAXXt29fLVy4UEuXLtW8efN04MABDRo0SIWFhbwvol59//33mjdvnmJjY7Vs2TJNnjxZ06ZN05tvvimJ313QMD766CMdP35c48ePl8TvLXXFtTaNx48fb39jcHNzU2RkpMaOHasHHnhArq616sru+eefl+HGiQDOYMqUKdq1a5fD+htAfYqLi9OOHTuUn5+v9957T+PGjVNKSkpDlwUn8MvPTdKpWaWXXHKJnnzyySrrW53L4cOHNX36dCUnJ6tFixYXulSgxq666ir74+7du6tv376KiorSf//7X3l6ejZgZWhubDab+vTpo3/84x+SpJ49e2rXrl2aP3++xo0b18DVobl6/fXXddVVVyk8PLyhS2nSaj0ja9iwYcrMzFR6erpmzpyphx9+WE899VStX7iyslI2m03+/v5V0smGUFZW1tAlNHqhoaGSVOUOC9nZ2fZ9oaGhysnJcdhfUVGhY8eO2dsANTV16lR9+umnWr16tdq0aWPfHhoaqrKysiozI389Fqsbq6f3ATXl7u6umJgY9e7dW7Nnz9bFF1+s559/nnGIGjn9uSkzM1MrV66Uq6urrrnmmlr3s23bNuXk5KhXr15ydXWVq6urUlJS9MILL8jV1VUhISGMRzSIgIAAdezYUfv27eN9EfUqLCxMXbp0cdjWuXNn+6Wu/O6C+nbo0CGtWLFCt9xyi30b74t1o9ZBloeHh0JDQxUVFaXJkycrMTFRn3zyiUpLS3X33XcrIiJC3t7e6tu3r9asWWM/buHChQoICNAnn3yiLl26yMPDQxkZGVUuLUxISNDUqVM1depU+fv7q3Xr1nrwwQerzNoqKSnRxIkT5evrq8jISL366qsO+w8fPqzf//73CggIUMuWLTVy5EgdPHjQvv/06z7xxBMKDw9XXFycJGnRokXq06ePfH19FRoaqptuuqnKm1tz1a5dO4WGhmrlypX2bQUFBdq8ebP69+8vSerfv7+OHz+ubdu22dusWrVKNptNffv2rfea4ZyMMZo6dao+/PBDrVq1Su3atXPY37t3b7m5uTmMxbS0NGVkZDiMxW+++cbh329ycrL8/PyqfOgBasNms6m0tJRxiBo5/bkpNDRUPXr00H333afDhw8rNzdXknTvvfeqY8eO8vLyUvv27fXggw+qvLzcfvzDDz+sHj16KCcnR+Hh4fL09NTQoUO1fv169enTR2PGjNGGDRvs68K0a9dOc+fOlXTqjl4ZGRn64Ycf1LVrV/t4XLhwoSwWi+bPn28fjzNnztTf//53SdL+/fs1cuRIhYSEyMfHR5dccolWrFjhcF6ZmZkaPny4PD091a5dO/3nP/+psvRDRkaGRo4cKR8fH/n5+en3v/+9wwf10+e2aNEiRUdHy9/fX3/4wx9UWFhYJz8L1I2ioiLt379fYWFhvC+iXg0cOFBpaWkO27777jtFRUVJ4ncX1L8FCxYoODhYw4cPt2/jfbGO1GZl+HHjxpmRI0c6bLv22mtNr169zC233GIGDBhgUlNTzb59+8xTTz1lPDw8zHfffWeMMWbBggXGzc3NDBgwwKxfv97s3bvXFBcXV+kzPj7e+Pj4mOnTp5u9e/eat956y3h5eZlXX33V3iYqKsq0bNnSvPTSSyY9Pd3Mnj3bWK1Ws3fvXmOMMWVlZaZz585m4sSJZufOnWbPnj3mpptuMnFxcfZV/8eNG2d8fHzMzTffbHbt2mV27dpljDHm9ddfN59//rnZv3+/2bhxo+nfv7+56qqr7K+9evVqI8nk5eXV5lvnNAoLC81XX31lvvrqKyPJPPPMM+arr74yhw4dMsYYM2fOHBMQEGA+/vhjs3PnTjNy5EjTrl07c+LECXsfw4YNMz179jSbN28269atM7GxseaPf/xjQ50SnNDkyZONv7+/WbNmjcnMzLR/lZSU2NvcfvvtJjIy0qxatcps3brV9O/f3/Tv39++v6KiwnTt2tVceeWVZseOHWbp0qUmKCjI3H///Q1xSnBS9913n0lJSTEHDhwwO3fuNPfdd5+xWCxm+fLlxhjGIc7u159xCgsLzZ///GcTExNjKisrjTHGPPbYY2b9+vXmwIED5pNPPjEhISHmn//8p/2YWbNmGR8fH3PDDTeYb775xqSmpprQ0FDzwAMP2O9aOHnyZBMZGWmuueYaExoaavr162e8vb1NaGio6d+/v9m5c6exWCwmMzPTdO3a1URGRprAwEATHx9vgoKCzF//+lfj5eVlkpOTjTHG7Nixw8yfP99888035rvvvjN///vfTYsWLeyfBYwxJjEx0fTo0cNs2rTJbNu2zcTHxxtPT0/z7LPPGmOMqaysND169DCXXXaZ2bp1q9m0aZPp3bu3iY+Pr9G5ofGaOXOmWbNmjTlw4IBZv369SUxMNK1btzY5OTnGGN4XUX+2bNliXF1dzRNPPGHS09PN4sWLjZeXl3nrrbfsbfjdBfWlsrLSREZGmnvvvbfKPt4XL7zzDrJsNptJTk42Hh4eZvz48cbFxaXKLUqvuOIK+zd/wYIFRpLZsWPHGfs05lSQ1blzZ2Oz2ezb7r33XtO5c2f786ioKPOnP/3J/txms5ng4GAzb948Y4wxixYtMnFxcQ59lJaWGk9PT7Ns2TL764aEhJzzdpZffvmlkWQKCwuNMU0/yDp9fr/+GjdunDHm1Pf6wQcfNCEhIcbDw8NcccUVJi0tzaGPo0ePmj/+8Y/Gx8fH+Pn5mQkTJti/f0BNVDcGJZkFCxbY25w4ccLccccdJjAw0Hh5eZnrr7/eZGZmOvRz8OBBc9VVVxlPT0/TunVrM3PmTFNeXl7PZwNnNnHiRBMVFWXc3d1NUFCQueKKK+whljGMQ5zduHHjjIuLi/H29jbe3t5GkgkLCzPbtm074zFPPfWU6d27t/35rFmzjJeXlykoKLBvu+eee0zfvn1NfHy8mTx5snF3dzf//e9/7ePR39/fSDIdOnQwmZmZxmazmVatWpklS5aYgwcPGl9fX+Pq6mosFos9lHBzczPFxcVnrOuiiy4yL774ojHm59uG//J29enp6UaSPchavny5cXFxMRkZGfY2u3fvNpLMli1bznluaLxGjx5twsLCjLu7u4mIiDCjR482+/bts+/nfRH16X//+5/p2rWr8fDwMJ06dXKY/GAMv7ug/ixbtsxIqjK+jOF9sS7UOsg6/YHM3d3duLq6mrFjx5pPP/3USLJ/UDv95erqan7/+98bY04FWe7u7g7h0uk+fx1kTZgwwaHNRx99ZFxdXU1FRYUx5lSQ9eSTTzq06d69u3nkkUeMMcbcfffdDh8cT39ZLBbz8ssv2183MTGxyjlu3brVXHPNNaZt27bGx8fHeHl5GUlm9+7dxpimH2QBAIAL4/RnjfT0dJOenm62bNlixo8fb4KDg83BgweNMca88847ZsCAASYkJMR4e3sbDw8PExQUZO9j1qxZpkuXLg79PvPMM6Zdu3bGmFOzpyQ5zJYyxpgePXqY6dOn259ff/31ZsqUKSYvL8+4u7ub/Px8ExgYaL799lvzxBNPmAEDBtjbFhYWmpkzZ5pOnToZf39/4+3tbaxWq7nnnnuMMT9/Ljs9q+y0wMBAe5D1/PPPm+jo6Crfk4CAAPPmm2/W6NwAAACqU+tbDQ4ZMkTz5s2Tu7u7wsPD5erqqnfffVcuLi7atm2bXFxcHNr7+PjYH3t6espisdT2Javl5ubm8Nxischms0k6da1+7969tXjx4irHBQUF2R97e3s77CsuLlZSUpKSkpK0ePFiBQUFKSMjQ0lJSSwGDwAAas3b21sxMTH25//617/k7++v1157TcOHD9eYMWP0yCOPKCkpSf7+/nrnnXfsa1yddrbPPDWVkJCgV199VWvXrlXPnj3l5+enwYMHa82aNUpJSVF8fLy97d13363k5GQ9/fTTiomJkaenp373u9/VyWehC3FuAACgeal1kPXrD2TSqVudVlZWKicnR4MGDfrNRW3evNnh+aZNmxQbG1slJDuTXr166d1331VwcLD8/Pxq/Lp79+7V0aNHNWfOHLVt21aStHXr1poXDgAAcBYWi0VWq1UnTpzQhg0bFBUVpb/97W/2/YcOHapVfx06dJCbm5s2b96syMhISacWef/uu+8cwqn4+HjdeeedWrJkiRISEiSdCrdWrFih9evXa+bMmfa269ev1/jx43X99ddLOvUHwl/eMCcuLk4VFRX66quv1Lt3b0nSvn37lJeXZ2/TuXNnHT58WIcPH7Z/ptqzZ4+OHz/OwrUAAOA3qfVdC6vTsWNHjRkzRmPHjtUHH3ygAwcOaMuWLZo9e7Y+++yzWveXkZGhGTNmKC0tTW+//bZefPFFTZ8+vcbHjxkzRq1bt9bIkSO1du1aHThwQGvWrNG0adP0ww8/nPG4yMhIubu768UXX9T333+vTz75RI899lit6wcAAJCk0tJSZWVlKSsrS99++63+8pe/qKioSCNGjFBsbKwyMjL0zjvvaP/+/XrhhRf04Ycf1qp/Hx8fTZo0Sffcc49WrVqlXbt2afz48bJaHT/ide/eXYGBgfrPf/7jEGR99NFHKi0t1cCBA+1tY2Nj9cEHH2jHjh36+uuvddNNNznMkurUqZMSExN12223acuWLfrqq6902223Ocy8T0xMVLdu3TRmzBht375dW7Zs0dixYxUfH68+ffqc53cTAADgAgVZ0qlbTY4dO1YzZ85UXFycrrvuOn355Zf2vw7WxtixY3XixAldeumlmjJliqZPn67bbrutxsd7eXkpNTVVkZGRuuGGG9S5c2dNmjRJJ0+ePOsMraCgIC1cuFBLlixRly5dNGfOHD399NO1rh8AAECSli5dqrCwMIWFhalv37768ssv7bOirr32Wt11112aOnWqevTooQ0bNujBBx+s9Ws89dRTGjRokEaMGKHExERddtll9plSp1ksFg0aNEgWi0WXXXaZpFPhlp+fn/r06eOw3MIzzzyjwMBADRgwQCNGjFBSUpJ69erl0N+///1vhYSEaPDgwbr++ut16623ytfXVy1atLC/3scff6zAwEANHjxYiYmJat++vd59991anx8AAMAvWYwxpqGL+KWEhAT16NFDzz33XEOXAgAAgBr44Ycf1LZtW61YsUJXXHFFQ5cDAACasFqvkQUAAIDmbdWqVSoqKlK3bt2UmZmpv/71r4qOjtbgwYMbujQAANDEEWQBAACgVsrLy/XAAw/o+++/l6+vrwYMGKDFixdXuQshAADAhdboLi0EAAAAAAAAqnPBFnsHAABoDiwWiz766KOGLqPJW7NmjSwWi44fPy5JWrhwoQICAhq0JgAA0PAIsgAAAP5PVlaW/vKXv6h9+/by8PBQ27ZtNWLECK1cubJOXu/XYU1dWb16ta6++mq1atVKXl5e6tKli2bOnKkff/zxgr3GwYMHZbFYtGPHjgvW5y+NHj1a3333nf35ww8/rB49etTJawEAgMaLIAsAAECngpjevXtr1apVeuqpp/TNN99o6dKlGjJkiKZMmdLQ5Z2VMUYVFRXV7nvllVeUmJio0NBQvf/++9qzZ4/mz5+v/Px8zZ07t54rlcrKys7rOE9PTwUHB1/gagAAgLMhyAIAAJB0xx13yGKxaMuWLRo1apQ6duyoiy66SDNmzNCmTZuqPaa6GVU7duyQxWLRwYMHJUmHDh3SiBEjFBgYKG9vb1100UX6/PPPdfDgQQ0ZMkSSFBgYKIvFovHjx0uSbDabZs+erXbt2snT01MXX3yx3nvvvSqv+8UXX6h3797y8PDQunXrqtT3ww8/aNq0aZo2bZreeOMNJSQk2O8u+K9//UsPPfSQve26des0aNAgeXp6qm3btpo2bZqKi4vt+6Ojo/WPf/xDEydOlK+vryIjI/Xqq6/a97dr106S1LNnT1ksFiUkJEiSxo8fr+uuu05PPPGEwsPDFRcXJ0latGiR+vTpI19fX4WGhuqmm25STk7OGX8+v7y0cOHChXrkkUf09ddfy2KxyGKxaOHChZo4caKuueYah+PKy8sVHBys119//Yx9AwAA58FdCwEAQLN37NgxLV26VE888YS8vb2r7P8tazNNmTJFZWVlSk1Nlbe3t/bs2SMfHx+1bdtW77//vkaNGqW0tDT5+fnJ09NTkjR79my99dZbmj9/vmJjY5Wamqo//elPCgoKUnx8vL3v++67T08//bTat2+vwMDAKq+9ZMkSlZWV6a9//Wu1tZ0+r/3792vYsGF6/PHH9cYbbyg3N1dTp07V1KlTtWDBAnv7uXPn6rHHHtMDDzyg9957T5MnT1Z8fLzi4uK0ZcsWXXrppVqxYoUuuugiubu7249buXKl/Pz8lJycbN9WXl6uxx57THFxccrJydGMGTM0fvx4ff755+f8no4ePVq7du3S0qVLtWLFCkmSv7+/OnbsqMGDByszM1NhYWGSpE8//VQlJSUaPXr0OfsFAACNH0EWAABo9vbt2ydjjDp16nTB+87IyNCoUaPUrVs3SVL79u3t+1q2bClJCg4OtodKpaWl+sc//qEVK1aof//+9mPWrVunV155xSHIevTRRzV06NAzvnZ6err8/Pzsoc6ZzJ49W2PGjNGdd94pSYqNjdULL7yg+Ph4zZs3Ty1atJAkXX311brjjjskSffee6+effZZrV69WnFxcQoKCpIktWrVSqGhoQ79e3t761//+pdDuDVx4kT74/bt2+uFF17QJZdcoqKiIvn4+Jy1Xk9PT/n4+MjV1dXhtQYMGKC4uDgtWrTIHt4tWLBAN9544zn7BAAAzoFLCwEAQLNnjKmzvqdNm6bHH39cAwcO1KxZs7Rz586ztt+3b59KSko0dOhQ+fj42L/+/e9/a//+/Q5t+/Tpc9a+jDGyWCznrPHrr7/WwoULHV4vKSlJNptNBw4csLfr3r27/bHFYlFoaOhZLwc8rVu3bg4hliRt27ZNI0aMUGRkpHx9fe0BXUZGxjn7O5tbbrnFPossOztbX3zxhUNoBgAAnBszsgAAQLMXGxsri8WivXv31uo4q/XU3wR/GYSVl5c7tLnllluUlJSkzz77TMuXL9fs2bM1d+5c/eUvf6m2z6KiIknSZ599poiICId9Hh4eDs+ruwzylzp27Kj8/HyHS+3O9Jp//vOfNW3atCr7IiMj7Y/d3Nwc9lksFtlstrPWUF2dxcXFSkpKUlJSkhYvXqygoCBlZGQoKSnpvBeDP23s2LG67777tHHjRm3YsEHt2rXToEGDflOfAACg8WBGFgAAaPZatmyppKQkvfTSSw4LnJ/2y8Xcf+n05XSZmZn2bTt27KjSrm3btrr99tv1wQcfaObMmXrttdckyT5LqbKy0t62S5cu8vDwUEZGhmJiYhy+2rZtW6vz+t3vfid3d3c9+eST1e4/fV69evXSnj17qrxeTExMlZlUZ1LduZzJ3r17dfToUc2ZM0eDBg1Sp06dajSz69evV91rtWrVStddd50WLFighQsXasKECbXqFwAANG4EWQAAAJJeeuklVVZW6tJLL9X777+v9PR0ffvtt3rhhRfsa1X92ulw6eGHH1Z6ero+++wzzZ0716HNnXfeqWXLlunAgQPavn27Vq9erc6dO0uSoqKiZLFY9Omnnyo3N1dFRUXy9fXV3Xffrbvuuktvvvmm9u/fr+3bt+vFF1/Um2++Watzatu2rZ599lk9//zzmjRpklJSUnTo0CGtX79ef/7zn/XYY49JOrXe1YYNGzR16lTt2LFD6enp+vjjjzV16tQav1ZwcLA8PT21dOlSZWdnKz8//4xtIyMj5e7urhdffFHff/+9PvnkE3stNRUdHa0DBw5ox44dOnLkiEpLS+37brnlFr355pv69ttvNW7cuFr1CwAAGjeCLAAAAJ1acHz79u0aMmSIZs6cqa5du2ro0KFauXKl5s2bV+0xbm5uevvtt7V37151795d//znP/X44487tKmsrNSUKVPUuXNnDRs2TB07dtTLL78sSYqIiNAjjzyi++67TyEhIfbg6LHHHtODDz6o2bNn24/77LPP1K5du1qf1x133KHly5frxx9/1PXXX69OnTrplltukZ+fn+6++25Jp9a+SklJ0XfffadBgwapZ8+eeuihhxQeHl7j13F1ddULL7ygV155ReHh4Ro5cuQZ2wYFBWnhwoVasmSJunTpojlz5ujpp5+u1XmNGjVKw4YN05AhQxQUFKS3337bvi8xMVFhYWFKSkqq1TkAAIDGz2LqcnVTAAAAoJ4VFRUpIiJCCxYs0A033NDQ5QAAgAuIxd4BAADQJNhsNh05ckRz585VQECArr322oYuCQAAXGAEWQAAAGgSMjIy1K5dO7Vp00YLFy6UqysfdQEAaGq4tBAAAAAAAABOgcXeAQAAAAAA4BQIsgAAAAAAAOAUCLIAAAAAAADgFAiyAAAAAAAA4BQIsgAAAAAAAOAUCLIAAAAAAADgFAiyAAAAAAAA4BQIsgAAAAAAAOAUCLIAAAAAAADgFP4/ZXZITIE4d94AAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import networkx as nx\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "# === Cargar los archivos ===\n",
        "map_df = pd.read_csv(\"map file vosviewer.txt\", sep=\"\\t\")\n",
        "network_df = pd.read_csv(\"network vosviewer.txt\", sep=\"\\t\", header=None, names=[\"source\", \"target\", \"weight\"])\n",
        "\n",
        "# Crear el grafo\n",
        "G = nx.Graph()\n",
        "for _, row in map_df.iterrows():\n",
        "    G.add_node(row['id'], label=row['label'], cluster=row['cluster'])\n",
        "\n",
        "for _, row in network_df.iterrows():\n",
        "    G.add_edge(row['source'], row['target'], weight=row['weight'])\n",
        "\n",
        "# Agrupar nodos por clúster\n",
        "clusters = map_df.groupby('cluster')['id'].apply(list).to_dict()\n",
        "\n",
        "# Calcular métricas y nodo representativo por clúster\n",
        "cluster_info = []\n",
        "\n",
        "for cluster_id, nodes in clusters.items():\n",
        "    nodes_set = set(nodes)\n",
        "    N = len(nodes)\n",
        "    internal_edges = 0\n",
        "    external_weight = 0\n",
        "    edges_set = set()\n",
        "    node_internal_degrees = {}\n",
        "\n",
        "    for i in nodes:\n",
        "        internal_deg = 0\n",
        "        for j in G.neighbors(i):\n",
        "            w_ij = G[i][j]['weight']\n",
        "            edge = tuple(sorted((i, j)))\n",
        "            if j in nodes_set:\n",
        "                if edge not in edges_set:\n",
        "                    edges_set.add(edge)\n",
        "                    internal_edges += 1\n",
        "                internal_deg += 1\n",
        "            else:\n",
        "                external_weight += w_ij\n",
        "        node_internal_degrees[i] = internal_deg\n",
        "\n",
        "    # Nodo representativo = el de mayor grado interno\n",
        "    rep_node = max(node_internal_degrees, key=node_internal_degrees.get)\n",
        "    rep_label = map_df.loc[map_df['id'] == rep_node, 'label'].values[0]\n",
        "\n",
        "    max_edges = N * (N - 1) / 2\n",
        "    dens = internal_edges / max_edges if max_edges > 0 else 0\n",
        "\n",
        "    cluster_info.append({\n",
        "        'cluster': cluster_id,\n",
        "        'node': rep_node,\n",
        "        'label': rep_label,\n",
        "        'num_nodes': N,\n",
        "        'edge': internal_edges,\n",
        "        'centrality': round(external_weight, 2),\n",
        "        'density': round(dens, 4)\n",
        "    })\n",
        "\n",
        "# Crear DataFrame final\n",
        "cluster_table = pd.DataFrame(cluster_info)\n",
        "\n",
        "# === Diagrama estratégico ===\n",
        "mean_central = cluster_table['centrality'].mean()\n",
        "mean_density = cluster_table['density'].mean()\n",
        "\n",
        "plt.figure(figsize=(12, 8))\n",
        "palette = sns.color_palette(\"hsv\", len(cluster_table))\n",
        "\n",
        "for i, row in cluster_table.iterrows():\n",
        "    plt.scatter(row['centrality'], row['density'], s=200, edgecolor='black',\n",
        "                facecolor=palette[i])\n",
        "    # Mostrar solo el número del clúster\n",
        "    plt.text(row['centrality'], row['density'], f\"{int(row['cluster'])}\", fontsize=12,\n",
        "             weight='bold', ha='center', va='center', color='black',\n",
        "             bbox=dict(facecolor='white', alpha=0.6, boxstyle='round,pad=0.3'))\n",
        "\n",
        "# Líneas medias\n",
        "plt.axhline(mean_density, color='black', linestyle='--', linewidth=1)\n",
        "plt.axvline(mean_central, color='black', linestyle='--', linewidth=1)\n",
        "\n",
        "# Ajustar límites\n",
        "plt.tight_layout()\n",
        "plt.grid(True)\n",
        "\n",
        "# Etiquetas de cuadrantes fuera del área de puntos\n",
        "x_min, x_max = plt.xlim()\n",
        "y_min, y_max = plt.ylim()\n",
        "x_center = mean_central\n",
        "y_center = mean_density\n",
        "\n",
        "# === Etiquetas de ejes tipo artículo ===\n",
        "# Obtener límites del eje Y (densidad)\n",
        "min_y = cluster_df['densidad'].min()\n",
        "max_y = cluster_df['densidad'].max()\n",
        "range_y = max_y - min_y\n",
        "\n",
        "# Posicionar las etiquetas de forma relativa dentro del gráfico\n",
        "x_pos = cluster_df['centralidad'].min() - (mean_central * 0.2)\n",
        "\n",
        "plt.text(x_pos, max_y + 0.02 * range_y, \"Developed\", fontsize=11, rotation=90, va='center')\n",
        "plt.text(x_pos, min_y + 0.02 * range_y, \"Underdeveloped\", fontsize=11, rotation=90, va='center')\n",
        "\n",
        "\n",
        "\n",
        "plt.text(x_max - (x_max - x_center)*0.2, y_max - (y_max - y_center)*0.2, 'I\\nMainstream', fontsize=11, weight='bold')\n",
        "plt.text(x_min + (x_center - x_min)*0.2, y_max - (y_max - y_center)*0.2, 'II\\nIvory Tower', fontsize=11, weight='bold')\n",
        "plt.text(x_min + (x_center - x_min)*0.2, y_min + (y_center - y_min)*0.2, 'III\\nPeripheral', fontsize=11, weight='bold')\n",
        "plt.text(x_max - (x_max - x_center)*0.2, y_min + (y_center - y_min)*0.2, 'IV\\nBandwagon', fontsize=11, weight='bold')\n",
        "\n",
        "plt.xlabel(\"Cluster Centrality\")\n",
        "plt.ylabel(\"Cluster Density\")\n",
        "plt.show()\n",
        "\n",
        "# Mostrar tabla final\n",
        "pd.set_option('display.max_colwidth', None)\n",
        "print(cluster_table)\n",
        "\n",
        "# (Opcional) Guardar la tabla\n",
        "# cluster_table.to_csv(\"tabla_clusters.csv\", index=False)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "vvD7zM5CQ4JH",
        "outputId": "820928dd-3c07-4821-9218-a38cdd384362"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "   cluster  node                      label  num_nodes  edge  centrality  \\\n",
            "0        1  1066                      fraud         26   117         559   \n",
            "1        2   578                      crime         21   124         713   \n",
            "2        3    20                 accounting         18    54         461   \n",
            "3        4   644            decision making         17    44         342   \n",
            "4        5  1025           financial system         13    49         326   \n",
            "5        6  1611                materiality         10    17         172   \n",
            "6        7  1020       financial statements          8    14         369   \n",
            "7        8  1005  financial statement fraud          6     9         216   \n",
            "8        9   975           financial ratios          3     3          98   \n",
            "\n",
            "   density  \n",
            "0   0.3600  \n",
            "1   0.5905  \n",
            "2   0.3529  \n",
            "3   0.3235  \n",
            "4   0.6282  \n",
            "5   0.3778  \n",
            "6   0.5000  \n",
            "7   0.6000  \n",
            "8   1.0000  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Categorías principales (espinas grandes)\n",
        "categories = {\n",
        "    \"Factores individuales\": [\n",
        "        \"Bajo nivel educativo\",\n",
        "        \"Falta de experiencia empresarial\",\n",
        "        \"Juventud del empresario\",\n",
        "        \"Baja autoeficacia empresarial\",\n",
        "        \"Desconocimiento de los beneficios de la formalización\"\n",
        "    ],\n",
        "    \"Factores institucionales\": [\n",
        "        \"Burocracia excesiva\",\n",
        "        \"Corrupción en trámites públicos\",\n",
        "        \"Débil capacidad de fiscalización del Estado\",\n",
        "        \"Falta de incentivos formales claros\",\n",
        "        \"Poca transparencia en los procesos\"\n",
        "    ],\n",
        "    \"Factores económicos\": [\n",
        "        \"Altos costos de formalización\",\n",
        "        \"Carga fiscal elevada\",\n",
        "        \"Dificultad de acceso al crédito\",\n",
        "        \"Informalidad como estrategia de subsistencia\"\n",
        "    ],\n",
        "    \"Factores de mercado y estructura\": [\n",
        "        \"Tamaño reducido de las empresas\",\n",
        "        \"Sectores de baja productividad\",\n",
        "        \"Alta rotación empresarial\",\n",
        "        \"Pocas oportunidades en sectores regulados\"\n",
        "    ],\n",
        "    \"Factores sociales y educativos\": [\n",
        "        \"Normalización de la informalidad\",\n",
        "        \"Desconfianza en instituciones\",\n",
        "        \"Poca cultura de cumplimiento\",\n",
        "        \"Bajo nivel de educación financiera\",\n",
        "        \"Redes informales predominantes\"\n",
        "    ],\n",
        "    \"Infraestructura y tecnología\": [\n",
        "        \"Acceso deficiente a internet\",\n",
        "        \"Falta de plataformas digitales\",\n",
        "        \"Aislamiento geográfico\",\n",
        "        \"Bajo uso de herramientas tecnológicas\"\n",
        "    ],\n",
        "    \"Factores de género\": [\n",
        "        \"Barreras de entrada para mujeres\",\n",
        "        \"Falta de financiamiento con perspectiva de género\",\n",
        "        \"Dobles cargas laborales\",\n",
        "        \"Discriminación en políticas\",\n",
        "        \"Menor acceso a redes de apoyo\"\n",
        "    ]\n",
        "}\n",
        "\n",
        "# Consecuencias de la informalidad\n",
        "consequences = [\n",
        "    \"Vulnerabilidad legal\",\n",
        "    \"Falta de protección social\",\n",
        "    \"Exclusión financiera\",\n",
        "    \"Imposibilidad de crecimiento\",\n",
        "    \"Limitada generación de empleo\",\n",
        "    \"Menor recaudación tributaria\",\n",
        "    \"Desigualdad de género\",\n",
        "    \"Estancamiento en mercados informales\"\n",
        "]\n",
        "\n",
        "fig, ax = plt.subplots(figsize=(20, 12))\n",
        "ax.set_title(\"Diagrama de Espina de Pescado - Informalidad\", fontsize=20, weight='bold')\n",
        "\n",
        "# Línea principal\n",
        "ax.plot([0.1, 0.9], [0.5, 0.5], 'k', lw=3)\n",
        "\n",
        "# Dibujar cada categoría como espina diagonal\n",
        "step = 1 / (len(categories) + 1)\n",
        "y_pos_up = 0.6\n",
        "y_pos_down = 0.4\n",
        "x_start = 0.15\n",
        "\n",
        "for i, (category, causes) in enumerate(categories.items()):\n",
        "    x = x_start + i * step\n",
        "    # Alternar entre arriba y abajo\n",
        "    is_up = i % 2 == 0\n",
        "    y = y_pos_up if is_up else y_pos_down\n",
        "    ax.plot([x, 0.5], [y, 0.5], 'k', lw=2)\n",
        "    ax.text(x, y + (0.02 if is_up else -0.04), category, fontsize=10, weight='bold', ha='center')\n",
        "\n",
        "    # Agregar causas\n",
        "    for j, cause in enumerate(causes):\n",
        "        dy = 0.03 * (j + 1)\n",
        "        cy = y + dy if is_up else y - dy\n",
        "        cx = x - 0.03 if is_up else x + 0.03\n",
        "        ax.plot([x, cx], [y, cy], 'k', lw=1)\n",
        "        ax.text(cx, cy, f\"- {cause}\", fontsize=8, ha='left' if is_up else 'right')\n",
        "\n",
        "# Agregar consecuencias al final\n",
        "for i, consequence in enumerate(consequences):\n",
        "    cy = 0.9 - i * 0.05\n",
        "    ax.text(0.92, cy, f\"• {consequence}\", fontsize=9, color='red', ha='left')\n",
        "\n",
        "# Efecto principal\n",
        "ax.text(0.95, 0.5, \"INFORMALIDAD\", fontsize=14, weight='bold', color='red', va='center')\n",
        "\n",
        "# Limpiar ejes\n",
        "ax.axis('off')\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "3nLV01_SqIyQ",
        "outputId": "fc879a93-a885-480d-ef36-6f80f63d2c78",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 727
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x1200 with 1 Axes>"
            ],
            "image/png": 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